{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Computing features with MusicExtractor\n",
    "\n",
    "[MusicExtractor](http://essentia.upf.edu/documentation/reference/std_MusicExtractor.html) is a multi-purpose algorithm for music audio feature extraction from files (see the complete list of computed features [here](http://essentia.upf.edu/documentation/streaming_extractor_music.html)). It combines many algorithms and provides the same functionality as the command-line Music Extractor, which is a wrapper of this algorithm.\n",
    "\n",
    "As an input, the algorithm requires a filename to analyze. All the computed features are stored in two output Pools, for raw frames data and the aggregated statistics across frames. You can access any particular feature in these pools for your needs or store them in files for future use.\n",
    "\n",
    "You can see one of the previous versions of MusicExtractor in use in the [AcousticBrainz](https://acousticbrainz.org/) database, where it is used to compute the low-level data for each track submission."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
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\" type=\"audio/mpeg\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "audiofile = '../../../test/audio/recorded/dubstep.mp3'\n",
    "\n",
    "# This is how the audio we want to process sounds like.\n",
    "import IPython\n",
    "IPython.display.Audio(audiofile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['lowlevel.average_loudness', 'lowlevel.barkbands.mean', 'lowlevel.barkbands.stdev', 'lowlevel.barkbands_crest.mean', 'lowlevel.barkbands_crest.stdev', 'lowlevel.barkbands_flatness_db.mean', 'lowlevel.barkbands_flatness_db.stdev', 'lowlevel.barkbands_kurtosis.mean', 'lowlevel.barkbands_kurtosis.stdev', 'lowlevel.barkbands_skewness.mean', 'lowlevel.barkbands_skewness.stdev', 'lowlevel.barkbands_spread.mean', 'lowlevel.barkbands_spread.stdev', 'lowlevel.dissonance.mean', 'lowlevel.dissonance.stdev', 'lowlevel.dynamic_complexity', 'lowlevel.erbbands.mean', 'lowlevel.erbbands.stdev', 'lowlevel.erbbands_crest.mean', 'lowlevel.erbbands_crest.stdev', 'lowlevel.erbbands_flatness_db.mean', 'lowlevel.erbbands_flatness_db.stdev', 'lowlevel.erbbands_kurtosis.mean', 'lowlevel.erbbands_kurtosis.stdev', 'lowlevel.erbbands_skewness.mean', 'lowlevel.erbbands_skewness.stdev', 'lowlevel.erbbands_spread.mean', 'lowlevel.erbbands_spread.stdev', 'lowlevel.gfcc.cov', 'lowlevel.gfcc.icov', 'lowlevel.gfcc.mean', 'lowlevel.hfc.mean', 'lowlevel.hfc.stdev', 'lowlevel.loudness_ebu128.integrated', 'lowlevel.loudness_ebu128.loudness_range', 'lowlevel.loudness_ebu128.momentary.mean', 'lowlevel.loudness_ebu128.momentary.stdev', 'lowlevel.loudness_ebu128.short_term.mean', 'lowlevel.loudness_ebu128.short_term.stdev', 'lowlevel.melbands.mean', 'lowlevel.melbands.stdev', 'lowlevel.melbands128.mean', 'lowlevel.melbands128.stdev', 'lowlevel.melbands_crest.mean', 'lowlevel.melbands_crest.stdev', 'lowlevel.melbands_flatness_db.mean', 'lowlevel.melbands_flatness_db.stdev', 'lowlevel.melbands_kurtosis.mean', 'lowlevel.melbands_kurtosis.stdev', 'lowlevel.melbands_skewness.mean', 'lowlevel.melbands_skewness.stdev', 'lowlevel.melbands_spread.mean', 'lowlevel.melbands_spread.stdev', 'lowlevel.mfcc.cov', 'lowlevel.mfcc.icov', 'lowlevel.mfcc.mean', 'lowlevel.pitch_salience.mean', 'lowlevel.pitch_salience.stdev', 'lowlevel.silence_rate_20dB.mean', 'lowlevel.silence_rate_20dB.stdev', 'lowlevel.silence_rate_30dB.mean', 'lowlevel.silence_rate_30dB.stdev', 'lowlevel.silence_rate_60dB.mean', 'lowlevel.silence_rate_60dB.stdev', 'lowlevel.spectral_centroid.mean', 'lowlevel.spectral_centroid.stdev', 'lowlevel.spectral_complexity.mean', 'lowlevel.spectral_complexity.stdev', 'lowlevel.spectral_contrast_coeffs.mean', 'lowlevel.spectral_contrast_coeffs.stdev', 'lowlevel.spectral_contrast_valleys.mean', 'lowlevel.spectral_contrast_valleys.stdev', 'lowlevel.spectral_decrease.mean', 'lowlevel.spectral_decrease.stdev', 'lowlevel.spectral_energy.mean', 'lowlevel.spectral_energy.stdev', 'lowlevel.spectral_energyband_high.mean', 'lowlevel.spectral_energyband_high.stdev', 'lowlevel.spectral_energyband_low.mean', 'lowlevel.spectral_energyband_low.stdev', 'lowlevel.spectral_energyband_middle_high.mean', 'lowlevel.spectral_energyband_middle_high.stdev', 'lowlevel.spectral_energyband_middle_low.mean', 'lowlevel.spectral_energyband_middle_low.stdev', 'lowlevel.spectral_entropy.mean', 'lowlevel.spectral_entropy.stdev', 'lowlevel.spectral_flux.mean', 'lowlevel.spectral_flux.stdev', 'lowlevel.spectral_kurtosis.mean', 'lowlevel.spectral_kurtosis.stdev', 'lowlevel.spectral_rms.mean', 'lowlevel.spectral_rms.stdev', 'lowlevel.spectral_rolloff.mean', 'lowlevel.spectral_rolloff.stdev', 'lowlevel.spectral_skewness.mean', 'lowlevel.spectral_skewness.stdev', 'lowlevel.spectral_spread.mean', 'lowlevel.spectral_spread.stdev', 'lowlevel.spectral_strongpeak.mean', 'lowlevel.spectral_strongpeak.stdev', 'lowlevel.zerocrossingrate.mean', 'lowlevel.zerocrossingrate.stdev', 'metadata.audio_properties.analysis.downmix', 'metadata.audio_properties.analysis.equal_loudness', 'metadata.audio_properties.analysis.length', 'metadata.audio_properties.analysis.sample_rate', 'metadata.audio_properties.analysis.start_time', 'metadata.audio_properties.bit_rate', 'metadata.audio_properties.codec', 'metadata.audio_properties.length', 'metadata.audio_properties.lossless', 'metadata.audio_properties.md5_encoded', 'metadata.audio_properties.number_channels', 'metadata.audio_properties.replay_gain', 'metadata.audio_properties.sample_rate', 'metadata.tags.encoding', 'metadata.tags.file_name', 'metadata.version.essentia', 'metadata.version.essentia_git_sha', 'metadata.version.extractor', 'rhythm.beats_count', 'rhythm.beats_loudness.mean', 'rhythm.beats_loudness.stdev', 'rhythm.beats_loudness_band_ratio.mean', 'rhythm.beats_loudness_band_ratio.stdev', 'rhythm.beats_position', 'rhythm.bpm', 'rhythm.bpm_histogram', 'rhythm.bpm_histogram_first_peak_bpm', 'rhythm.bpm_histogram_first_peak_weight', 'rhythm.bpm_histogram_second_peak_bpm', 'rhythm.bpm_histogram_second_peak_spread', 'rhythm.bpm_histogram_second_peak_weight', 'rhythm.danceability', 'rhythm.onset_rate', 'tonal.chords_changes_rate', 'tonal.chords_histogram', 'tonal.chords_key', 'tonal.chords_number_rate', 'tonal.chords_scale', 'tonal.chords_strength.mean', 'tonal.chords_strength.stdev', 'tonal.hpcp.mean', 'tonal.hpcp.stdev', 'tonal.hpcp_crest.mean', 'tonal.hpcp_crest.stdev', 'tonal.hpcp_entropy.mean', 'tonal.hpcp_entropy.stdev', 'tonal.key_edma.key', 'tonal.key_edma.scale', 'tonal.key_edma.strength', 'tonal.key_krumhansl.key', 'tonal.key_krumhansl.scale', 'tonal.key_krumhansl.strength', 'tonal.key_temperley.key', 'tonal.key_temperley.scale', 'tonal.key_temperley.strength', 'tonal.thpcp', 'tonal.tuning_diatonic_strength', 'tonal.tuning_equal_tempered_deviation', 'tonal.tuning_frequency', 'tonal.tuning_nontempered_energy_ratio']\n"
     ]
    }
   ],
   "source": [
    "import essentia\n",
    "import essentia.standard as es\n",
    "\n",
    "# Compute all features.\n",
    "# Aggregate 'mean' and 'stdev' statistics for all low-level, rhythm, and tonal frame features.\n",
    "features, features_frames = es.MusicExtractor(lowlevelStats=['mean', 'stdev'], \n",
    "                                              rhythmStats=['mean', 'stdev'], \n",
    "                                              tonalStats=['mean', 'stdev'])(audiofile)\n",
    "\n",
    "# See all feature names in the pool in a sorted order\n",
    "print(sorted(features.descriptorNames()))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can then access particular values in the pools:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filename: dubstep.mp3\n",
      "--------------------------------------------------------------------------------\n",
      "Replay gain: -13.247243881225586\n",
      "EBU128 integrated loudness: -10.77892780303955\n",
      "EBU128 loudness range: 0.7203598022460938\n",
      "--------------------------------------------------------------------------------\n",
      "MFCC mean: [-6.6916754e+02  8.3628136e+01  2.3836292e+01 -4.4610019e+00\n",
      "  8.3065739e+00 -1.1081966e+00  6.7006445e+00  9.5169401e+00\n",
      "  1.6557934e+00  9.0660133e+00 -5.7823056e-01  5.5514116e+00\n",
      " -4.1337581e+00]\n",
      "--------------------------------------------------------------------------------\n",
      "BPM: 139.71859741210938\n",
      "Beat positions (sec.) [0.44117913 0.88235825 1.3235373  1.7414966  2.1710658  2.6006348\n",
      " 3.030204   3.459773   3.8893423  4.3189116  4.760091   5.1780496\n",
      " 5.607619   6.037188   6.4551473 ]\n",
      "--------------------------------------------------------------------------------\n",
      "Key/scale estimation (using a profile specifically suited for electronic music): C# minor\n"
     ]
    }
   ],
   "source": [
    "print(\"Filename:\", features['metadata.tags.file_name'])\n",
    "print(\"-\"*80)\n",
    "print(\"Replay gain:\", features['metadata.audio_properties.replay_gain'])\n",
    "print(\"EBU128 integrated loudness:\", features['lowlevel.loudness_ebu128.integrated'])\n",
    "print(\"EBU128 loudness range:\", features['lowlevel.loudness_ebu128.loudness_range'])\n",
    "print(\"-\"*80)\n",
    "print(\"MFCC mean:\", features['lowlevel.mfcc.mean'])\n",
    "print(\"-\"*80)\n",
    "print(\"BPM:\", features['rhythm.bpm'])\n",
    "print(\"Beat positions (sec.)\", features['rhythm.beats_position'])\n",
    "print(\"-\"*80)\n",
    "print(\"Key/scale estimation (using a profile specifically suited for electronic music):\", \n",
    "      features['tonal.key_edma.key'], features['tonal.key_edma.scale'])\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can assess frame values for audio features computed on frames:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pylab import plot, show, figure, imshow\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "plt.rcParams['figure.figsize'] = (15, 6) # set plot sizes to something larger than default\n",
    "\n",
    "imshow(features_frames['lowlevel.melbands128'].T, \n",
    "       aspect='auto', origin='lower', interpolation='none', norm=colors.LogNorm())\n",
    "plt.title(\"Mel-spectrogram (128 bins)\")\n",
    "show()\n",
    "\n",
    "imshow(features_frames['tonal.hpcp'].T, \n",
    "       aspect='auto', origin='lower', interpolation='none', norm=colors.LogNorm())\n",
    "plt.title(\"HPCP (chroma) 36 bins)\")\n",
    "show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Metadata\n",
    "The pools include the input audio file metadata in addition to the audio analysis results. This is useful to allow you tracking down some of the details about the analyzed files. MusicExtractor uses the [MetadataReader](https://essentia.upf.edu/reference/std_MetadataReader.html) algorithm internally for ID3 tags and similar track metadata. Those are stored inside `metadata.tags` if they are present."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Essentia version: 2.1-beta6-dev\n",
      "Essentia version git SHA: v2.1_beta5-409-g84e4a6ee-dirty\n",
      "Essentia MusicExtractor version: music 2.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Essentia version:\", features['metadata.version.essentia'])\n",
    "print(\"Essentia version git SHA:\", features['metadata.version.essentia_git_sha'])\n",
    "print(\"Essentia MusicExtractor version:\", features['metadata.version.extractor'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filename: dubstep.mp3\n",
      "MD5 hash for the encoded audio: 1e5a598218e9b19cfe04d6c2f61f84a6\n",
      "Audio bit rate: 192000.0\n",
      "Audio codec: mp3float\n",
      "Duration (seconds): 6.896326541900635\n",
      "Number of channels (mono or stereo): 2.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Filename:\", features['metadata.tags.file_name'])\n",
    "print(\"MD5 hash for the encoded audio:\", features['metadata.audio_properties.md5_encoded'])\n",
    "print(\"Audio bit rate:\", features['metadata.audio_properties.bit_rate'])\n",
    "print(\"Audio codec:\", features['metadata.audio_properties.codec'])\n",
    "print(\"Duration (seconds):\", features['metadata.audio_properties.length'])\n",
    "print(\"Number of channels (mono or stereo):\", features['metadata.audio_properties.number_channels'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Storing results to files\n",
    "In many situations, we may want to analyze multiple tracks and store results for further processing. We can use the [YamlOutput](https://essentia.upf.edu/reference/std_YamlOutput.html) algorithm to store the pools with the analysis results from MusicExtractor to either JSON or YAML formats."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\r\n",
      "\"metadata\": {\r\n",
      "    \"version\": {\r\n",
      "        \"essentia\": \"2.1-beta6-dev\",\r\n",
      "        \"essentia_git_sha\": \"v2.1_beta5-409-g84e4a6ee-dirty\",\r\n",
      "        \"extractor\": \"music 2.0\"\r\n",
      "    },\r\n",
      "    \"audio_properties\": {\r\n",
      "        \"analysis\": {\r\n",
      "            \"equal_loudness\": 0,\r\n",
      "            \"length\": 6.8963265419,\r\n",
      "            \"sample_rate\": 44100,\r\n",
      "            \"start_time\": 0,\r\n",
      "            \"downmix\": \"mix\"\r\n",
      "        },\r\n",
      "        \"bit_rate\": 192000,\r\n",
      "        \"length\": 6.8963265419,\r\n",
      "        \"lossless\": 0,\r\n",
      "        \"number_channels\": 2,\r\n",
      "        \"replay_gain\": -13.2472438812,\r\n",
      "        \"sample_rate\": 44100,\r\n",
      "        \"codec\": \"mp3float\",\r\n",
      "        \"md5_encoded\": \"1e5a598218e9b19cfe04d6c2f61f84a6\"\r\n",
      "    },\r\n",
      "    \"tags\": {\r\n",
      "        \"file_name\": \"dubstep.mp3\",\r\n",
      "        \"encoding\": [\"Lavf53.21.1\"]\r\n",
      "    }\r\n",
      "},\r\n",
      "\"lowlevel\": {\r\n",
      "    \"average_loudness\": 0.980225086212,\r\n",
      "    \"barkbands_crest\": {\r\n",
      "        \"mean\": 10.9271945953,\r\n",
      "        \"stdev\": 5.24087572098\r\n",
      "    },\r\n",
      "    \"barkbands_flatness_db\": {\r\n",
      "        \"mean\": 0.124555200338,\r\n",
      "        \"stdev\": 0.066339276731\r\n",
      "    },\r\n",
      "    \"barkbands_kurtosis\": {\r\n",
      "        \"mean\": 5.32759380341,\r\n",
      "        \"stdev\": 14.5703325272\r\n",
      "    },\r\n",
      "    \"barkbands_skewness\": {\r\n",
      "        \"mean\": 1.40852665901,\r\n",
      "        \"stdev\": 1.87976658344\r\n",
      "    },\r\n",
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      "    \"hpcp\": {\r\n",
      "        \"mean\": [0.172320663929, 0.127806007862, 0.136402368546, 0.140827298164, 0.142391830683, 0.185423448682, 0.188930734992, 0.157369166613, 0.134437829256, 0.13730931282, 0.146648555994, 0.162418052554, 0.1431632936, 0.121573515236, 0.127747029066, 0.111003085971, 0.0855325385928, 0.114971525967, 0.157692745328, 0.141065984964, 0.130707725883, 0.172431126237, 0.188280761242, 0.171173900366, 0.135538518429, 0.0999524593353, 0.141288667917, 0.154376327991, 0.115918882191, 0.158528521657, 0.225296422839, 0.188213139772, 0.15279571712, 0.182901099324, 0.336778372526, 0.33452886343],\r\n",
      "        \"stdev\": [0.223376452923, 0.214306607842, 0.240145877004, 0.245917469263, 0.224824249744, 0.273409813643, 0.266121864319, 0.257619172335, 0.240779355168, 0.239739879966, 0.228641480207, 0.252868264914, 0.249560475349, 0.226144045591, 0.225490257144, 0.216297671199, 0.165464580059, 0.199968665838, 0.251702785492, 0.209787279367, 0.218162432313, 0.283600717783, 0.282581090927, 0.259387820959, 0.217722833157, 0.170396968722, 0.254728138447, 0.262894034386, 0.190894886851, 0.226718217134, 0.342698335648, 0.241324707866, 0.245597392321, 0.261955797672, 0.375288367271, 0.377776861191]\r\n",
      "    },\r\n",
      "    \"chords_histogram\": [20.6666660309, 0, 0, 4, 5.33333349228, 0, 0, 0.666666686535, 0, 3.33333325386, 0, 0, 0, 0, 0, 0, 5.33333349228, 2.66666674614, 0, 0, 0, 0, 9.33333301544, 48.6666679382],\r\n",
      "    \"thpcp\": [1, 0.993320524693, 0.511673808098, 0.379495888948, 0.405021160841, 0.418160170317, 0.42280575633, 0.550580024719, 0.560994267464, 0.467278122902, 0.399187833071, 0.407714158297, 0.435445278883, 0.482269853354, 0.425096452236, 0.360989689827, 0.379320770502, 0.329602777958, 0.253972768784, 0.341386318207, 0.468238919973, 0.418868899345, 0.388112008572, 0.512001752853, 0.559064269066, 0.508268713951, 0.402456134558, 0.296790003777, 0.419530123472, 0.458391457796, 0.344199299812, 0.470720618963, 0.668975353241, 0.558863520622, 0.453698128462, 0.54309040308],\r\n",
      "    \"chords_key\": \"E\",\r\n",
      "    \"chords_scale\": \"major\"\r\n",
      "}\r\n",
      "}"
     ]
    }
   ],
   "source": [
    "# Write the aggregated features into a temporary directory.\n",
    "from tempfile import TemporaryDirectory\n",
    "temp_dir = TemporaryDirectory()\n",
    "results_file = temp_dir.name + '/results.json'\n",
    "\n",
    "es.YamlOutput(filename=results_file, format=\"json\")(features)\n",
    "\n",
    "# Preview the resulting file.\n",
    "!cat $results_file"
   ]
  }
 ],
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